Datasets:

ComplexDataLab
/

Misinfo_Datasets

---
license: apache-2.0

configs:
- config_name: default
  data_files:
  - split: train
    path: "train.parquet"
  - split: test
    path: "test.parquet"
  - split: validation
    path: "validation.parquet"
    
- config_name: twitter15
  data_files:
    - split: train
      path: twitter15/twitter15_train.parquet
    - split: test
      path: twitter15/twitter15_test.parquet
    - split: validation
      path: twitter15/twitter15_validation.parquet

- config_name: verite
  data_files:
    - split: train
      path: verite/verite_train.parquet
    - split: test
      path: verite/verite_test.parquet
    - split: validation
      path: verite/verite_validation.parquet

- config_name: liar_new
  data_files:
    - split: train
      path: liar_new/liar_new_train.parquet
    - split: test
      path: liar_new/liar_new_test.parquet
    - split: validation
      path: liar_new/liar_new_validation.parquet

- config_name: coaid
  data_files:
    - split: train
      path: coaid/coaid_train.parquet
    - split: test
      path: coaid/coaid_test.parquet
    - split: validation
      path: coaid/coaid_validation.parquet

- config_name: fibvid
  data_files:
    - split: train
      path: fibvid/fibvid_train.parquet
    - split: test
      path: fibvid/fibvid_test.parquet
    - split: validation
      path: fibvid/fibvid_validation.parquet

- config_name: isot_fake_news
  data_files:
    - split: train
      path: isot_fake_news/isot_fake_news_train.parquet
    - split: test
      path: isot_fake_news/isot_fake_news_test.parquet
    - split: validation
      path: isot_fake_news/isot_fake_news_validation.parquet

- config_name: snopes
  data_files:
    - split: train
      path: snopes/snopes_train.parquet
    - split: test
      path: snopes/snopes_test.parquet
    - split: validation
      path: snopes/snopes_validation.parquet

- config_name: hover
  data_files:
    - split: train
      path: hover/hover_train.parquet
    - split: test
      path: hover/hover_test.parquet
    - split: validation
      path: hover/hover_validation.parquet

- config_name: fa_kes
  data_files:
    - split: train
      path: fa_kes/fa_kes_train.parquet
    - split: test
      path: fa_kes/fa_kes_test.parquet
    - split: validation
      path: fa_kes/fa_kes_validation.parquet

- config_name: cmu_miscov19
  data_files:
    - split: train
      path: cmu_miscov19/cmu_miscov19_train.parquet
    - split: test
      path: cmu_miscov19/cmu_miscov19_test.parquet
    - split: validation
      path: cmu_miscov19/cmu_miscov19_validation.parquet

- config_name: celebrity
  data_files:
    - split: train
      path: celebrity/celebrity_train.parquet
    - split: test
      path: celebrity/celebrity_test.parquet
    - split: validation
      path: celebrity/celebrity_validation.parquet

- config_name: claimskg
  data_files:
    - split: train
      path: claimskg/claimskg_train.parquet
    - split: test
      path: claimskg/claimskg_test.parquet
    - split: validation
      path: claimskg/claimskg_validation.parquet

- config_name: covid_19_rumor
  data_files:
    - split: train
      path: covid_19_rumor/covid_19_rumor_train.parquet
    - split: test
      path: covid_19_rumor/covid_19_rumor_test.parquet
    - split: validation
      path: covid_19_rumor/covid_19_rumor_validation.parquet

- config_name: covidfact
  data_files:
    - split: train
      path: covidfact/covidfact_train.parquet
    - split: test
      path: covidfact/covidfact_test.parquet
    - split: validation
      path: covidfact/covidfact_validation.parquet

- config_name: x_fact
  data_files:
    - split: train
      path: x_fact/x_fact_train.parquet
    - split: test
      path: x_fact/x_fact_test.parquet
    - split: validation
      path: x_fact/x_fact_validation.parquet

- config_name: mediaeval
  data_files:
    - split: train
      path: mediaeval/mediaeval_train.parquet
    - split: test
      path: mediaeval/mediaeval_test.parquet
    - split: validation
      path: mediaeval/mediaeval_validation.parquet

- config_name: fakecovid
  data_files:
    - split: train
      path: fakecovid/fakecovid_train.parquet
    - split: test
      path: fakecovid/fakecovid_test.parquet
    - split: validation
      path: fakecovid/fakecovid_validation.parquet

- config_name: fever
  data_files:
    - split: train
      path: fever/fever_train.parquet
    - split: test
      path: fever/fever_test.parquet
    - split: validation
      path: fever/fever_validation.parquet

- config_name: faviq
  data_files:
    - split: train
      path: faviq/faviq_train.parquet
    - split: test
      path: faviq/faviq_test.parquet
    - split: validation
      path: faviq/faviq_validation.parquet

- config_name: liar
  data_files:
    - split: train
      path: liar/liar_train.parquet
    - split: test
      path: liar/liar_test.parquet
    - split: validation
      path: liar/liar_validation.parquet
  
language:
- en
size_categories:
- 1M<n<10M
tags:
- misinformation
- text
pretty_name: Misinformation Detection Datasets
# dataset_info: 

Modalities:
- Text

---


# CDL Misinfo Detection Datasets

## Dataset Description

- **Homepage:** https://misinfo-datasets.complexdatalab.com/
- **Repository:** https://github.com/ComplexData-MILA/misinfo-datasets
- **Paper:** https://arxiv.org/abs/2411.05060
- **Data Processing Script:** https://github.com/ComplexData-MILA/misinfo-dataset-preprocessing


### Datasets Summary

Misinformation is a challenging societal issue, and mitigating solutions are difficult to create due to data deficiencies. To address this problem, we have curated the largest collection of (mis)information datasets in the literature, totaling 75. From these, we evaluated the quality of all of the 36 datasets that consist of statements or claims. If you would like to contribute a novel dataset or report any issues, please email us or visit our GitHub.
Please refer to our [paper](https://arxiv.org/abs/2411.05060) for further details.

![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/n3NfcoQpdA5r1MihK54YK.png)

### Note for Users

Please be noted that some different labels may refer to the same thing. For example USA, United States and united states. This is due to the discrepency in labeling originated from the original datasets. Further data cleaning is recommended upon usage.
![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/Ak21FzFwdWOHirfjmAUBl.png)
![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/E4DOYgKOqhHHyqBqF6K0f.png)

### Data pre-processing

[These scripts](https://github.com/ComplexData-MILA/misinfo-dataset-preprocessing) were designed to transform the dataformat from [the original CSV file](https://huggingface.co/datasets/ComplexDataLab/Misinfo_Datasets/blob/main/claims_data.csv.gz) to the parquet files.

### Team
This dataset is made available by [Complex Data Lab](https://complexdatalabmcgill.github.io/), a group composed of researchers from University of Montreal and McGill University.
The lab is led by [Dr. Reihaneh Rabbany](https://complexdatalabmcgill.github.io/team/reihaneh+rabbany) and [Dr. Jean-François Godbout
](https://jf-godbout.github.io/)


![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/LgNMMbJFsLFV_Th2a8vgZ.jpeg)

![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab7ff5d7ee953f60535b9e/GSQqT28He0GUx9WO0tSFs.png)


### Citation Information

```
@article{
  title={A Guide to Misinformation Detection Datasets},
  author={Camille Thibault, Gabrielle Peloquin-Skulski, Jacob-Junqi Tian, Florence Laflamme, Yuxiang Guan, Reihaneh Rabbany, Jean-François Godbout, Kellin Pelrine},
  journal={ArXiv},
  year={2024},
  volume={abs/2411.05060}
}
```